Download lean/OAI/MeasureTheory/Falconer/Recursion/InteriorPolicy.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.42 kB
| import OAI.MeasureTheory.Falconer.Recursion.Ledger | |
| import Mathlib.Data.Finset.Max | |
| namespace OAI | |
| namespace PlanarFalconer | |
| noncomputable def finiteArgmin (S : Finset ℕ) (f : ℕ → ℝ) : ℕ := | |
| if h : S.Nonempty then Classical.choose (Finset.exists_mem_eq_inf' h f) else 0 | |
| theorem finiteArgmin_spec {S : Finset ℕ} (hS : S.Nonempty) (f : ℕ → ℝ) : | |
| finiteArgmin S f ∈ S ∧ ∀ j ∈ S, f (finiteArgmin S f) ≤ f j := by | |
| rw [finiteArgmin,dite_eq_left hS] | |
| have hs := Classical.choose_spec (Finset.exists_mem_eq_inf' hS f) | |
| refine ⟨hs.1,?_⟩ | |
| intro j hj | |
| rw [← hs.2] | |
| exact Finset.inf'_le f hj | |
| def policyBlock (N q k : ℕ) : Finset ℕ := Finset.Ico (k*q) (min ((k+1)*q) (N+1)) | |
| noncomputable def policyRepresentative (A : ℕ → ℝ) (N q k : ℕ) : ℕ := | |
| finiteArgmin (policyBlock N q k) A | |
| def policyBlocks (N q a t : ℕ) : Finset ℕ := | |
| (Finset.range (N/q+1)).filter fun k => a+q ≤ k*q ∧ (k+1)*q ≤ t-q+1 | |
| noncomputable def policyKey (A : ℕ → ℝ) (N q a t : ℕ) : ℕ := | |
| finiteArgmin (policyBlocks N q a t) (fun k => A (policyRepresentative A N q k)) | |
| noncomputable def policyDepth (A : ℕ → ℝ) (N q a t : ℕ) : ℕ := | |
| policyRepresentative A N q (policyKey A N q a t) | |
| theorem policyBlock_nonempty {N q k : ℕ} (hq : 0 < q) (hk : k*q ≤ N) : | |
| (policyBlock N q k).Nonempty := by | |
| apply Finset.nonempty_Ico.mpr | |
| have he : (k+1)*q = k*q+q := by ring | |
| omega | |
| theorem policyRepresentative_spec (A : ℕ → ℝ) {N q k : ℕ} (hq : 0 < q) (hk : k*q ≤ N) : | |
| k*q ≤ policyRepresentative A N q k ∧ policyRepresentative A N q k < (k+1)*q ∧ | |
| policyRepresentative A N q k ≤ N ∧ | |
| ∀ n ∈ policyBlock N q k, A (policyRepresentative A N q k) ≤ A n := by | |
| have hh := finiteArgmin_spec (policyBlock_nonempty hq hk) A | |
| have hm := Finset.mem_Ico.mp hh.1 | |
| refine ⟨hm.1,lt_of_lt_of_le hm.2 (min_le_left _ _),?_,hh.2⟩ | |
| exact Nat.le_of_lt_succ (lt_of_lt_of_le hm.2 (min_le_right _ _)) | |
| theorem policyBlocks_mem {N q a t k : ℕ} (h : k ∈ policyBlocks N q a t) : | |
| k ≤ N/q ∧ a+q ≤ k*q ∧ (k+1)*q ≤ t-q+1 := by | |
| obtain ⟨hk,hl,hr⟩ := Finset.mem_filter.mp h | |
| exact ⟨Nat.le_of_lt_succ (Finset.mem_range.mp hk),hl,hr⟩ | |
| theorem policy_left_block {N q a t : ℕ} (hq : 0 < q) (ht : t ≤ N) (hwide : a+100*q < t) : | |
| ∃ k ∈ policyBlocks N q a t, k*q ≤ a+2*q := by | |
| let k := (a+2*q-1)/q | |
| have hlo := Nat.div_mul_le_self (a+2*q-1) q | |
| have hhi := Nat.lt_mul_div_succ (a+2*q-1) hq | |
| have hprod : (k+1)*q = k*q+q := by ring | |
| change k*q ≤ a+2*q-1 at hlo | |
| have hceil : a+q ≤ k*q := by | |
| rw [Nat.mul_comm q] at hhi | |
| change a+2*q-1 < (k+1)*q at hhi | |
| omega | |
| have hend : (k+1)*q ≤ t-q+1 := by omega | |
| have hkn : k*q ≤ N := by omega | |
| refine ⟨k,Finset.mem_filter.mpr ⟨Finset.mem_range.mpr ?_,hceil,hend⟩,by omega⟩ | |
| exact Nat.lt_succ_of_le ((Nat.le_div_iff_mul_le hq).mpr hkn) | |
| theorem policy_right_block {N q a t : ℕ} (hq : 0 < q) (ht : t ≤ N) (hwide : a+100*q < t) : | |
| ∃ k ∈ policyBlocks N q a t, t-2*q ≤ (k+1)*q-1 := by | |
| let j := (t-q+1)/q | |
| have hj : 0 < j := Nat.div_pos (by omega) hq | |
| have hlo := Nat.div_mul_le_self (t-q+1) q | |
| have hhi := Nat.lt_mul_div_succ (t-q+1) hq | |
| change j*q ≤ t-q+1 at hlo | |
| rw [Nat.mul_comm q] at hhi | |
| change t-q+1 < (j+1)*q at hhi | |
| have hmul : (j+1)*q = j*q+q := by ring | |
| have he : (j-1+1)*q = j*q := by rw [Nat.sub_add_cancel hj] | |
| have he' : (j-1)*q+q = j*q := by simpa only [Nat.add_mul,one_mul] using he | |
| have hleft : a+q ≤ (j-1)*q := by omega | |
| have hkn : (j-1)*q ≤ N := by omega | |
| refine ⟨j-1,Finset.mem_filter.mpr ⟨Finset.mem_range.mpr ?_,hleft,by omega⟩,by omega⟩ | |
| exact Nat.lt_succ_of_le ((Nat.le_div_iff_mul_le hq).mpr hkn) | |
| theorem policyBlocks_nonempty {N q a t : ℕ} (hq : 0 < q) (ht : t ≤ N) (hwide : a+100*q < t) : | |
| (policyBlocks N q a t).Nonempty := by | |
| obtain ⟨k,hk,_⟩ := policy_left_block hq ht hwide | |
| exact ⟨k,hk⟩ | |
| theorem policyDepth_minimizes (A : ℕ → ℝ) {N q a t n : ℕ} (hq : 0 < q) | |
| (hne : (policyBlocks N q a t).Nonempty) (hn : n ≤ N) | |
| (hblock : n/q ∈ policyBlocks N q a t) : A (policyDepth A N q a t) ≤ A n := by | |
| have hkey := finiteArgmin_spec hne (fun k => A (policyRepresentative A N q k)) | |
| have hcell : n ∈ policyBlock N q (n/q) := by | |
| apply Finset.mem_Ico.mpr | |
| have hlo := Nat.div_mul_le_self n q | |
| have hhi := Nat.lt_mul_div_succ n hq | |
| rw [Nat.mul_comm q] at hhi | |
| exact ⟨hlo,lt_min hhi (Nat.lt_succ_of_le hn)⟩ | |
| exact (hkey.2 _ hblock).trans | |
| ((policyRepresentative_spec A hq ((Nat.div_mul_le_self n q).trans hn)).2.2.2 n hcell) | |
| theorem policyDepth_interior (A : ℕ → ℝ) {N q a t : ℕ} (hq : 0 < q) | |
| (hne : (policyBlocks N q a t).Nonempty) : | |
| a+q ≤ policyDepth A N q a t ∧ policyDepth A N q a t ≤ t-q := by | |
| have hkey := (finiteArgmin_spec hne (fun k => A (policyRepresentative A N q k))).1 | |
| have hb := policyBlocks_mem hkey | |
| have hrep := policyRepresentative_spec A hq ((Nat.le_div_iff_mul_le hq).mp hb.1) | |
| exact ⟨hb.2.1.trans hrep.1,Nat.le_of_lt_succ (hrep.2.1.trans_le hb.2.2)⟩ | |
| theorem policy_move_length (A : ℕ → ℝ) {N q a t : ℕ} (hq : 0 < q) | |
| (hne : (policyBlocks N q a t).Nonempty) : | |
| let p := policyDepth A N q a t | |
| let l := min (p-a) (t-p) | |
| q ≤ l ∧ a ≤ p-l ∧ p+l ≤ t := by | |
| have hh := policyDepth_interior A hq hne | |
| dsimp only | |
| omega | |
| end PlanarFalconer | |
| end OAI | |